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SeptemberDecision Trees Section Overview

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SeptemberEDA on Adult Dataset

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SeptemberWhat is Entropy and Information Gain?

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SeptemberThe Decision Tree ID3 algorithm from scratch Part 1

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SeptemberThe Decision Tree ID3 algorithm from scratch Part 2

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SeptemberThe Decision Tree ID3 algorithm from scratch Part 3

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SeptemberID3 - Putting Everything Together

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SeptemberEvaluating our ID3 implementation

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SeptemberCompare with Sklearn implementation

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SeptemberVisualizing the tree

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SeptemberPlot the features importance

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SeptemberDecision Trees Hyper-parameters

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SeptemberPruning
![[Optional] Gain Ration](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
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September[Optional] Gain Ration

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SeptemberDecision Trees Pros and Cons
![[Project] Predict whether income exceeds $50K/yr - Overview](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
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September[Project] Predict whether income exceeds $50K/yr - Overview

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SeptemberEnsemble Learning Section Overview

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SeptemberWhat is Ensemble Learning?

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SeptemberWhat is Bootstrap Sampling?

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SeptemberWhat is Bagging?

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SeptemberOut-of-Bag Error (OOB Error)

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SeptemberImplementing Random Forests from scratch Part 1

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SeptemberImplementing Random Forests from scratch Part 2

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SeptemberCompare with sklearn implementation

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SeptemberRandom Forests Hyper-Parameters
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